{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ca5d5323",
   "metadata": {},
   "source": [
    "# 实验三： 使用SARSA、Q-learning解决悬崖寻路问题与Deep Q-Learning强化学习算法"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c02b1127",
   "metadata": {},
   "source": [
    "**姓名：** "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d09beff3",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "b1de5c6d",
   "metadata": {},
   "source": [
    "**学号：** "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a28a018",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "a37d35c7",
   "metadata": {},
   "source": [
    "## 实验目的"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03661bbd",
   "metadata": {},
   "source": [
    "* 分别利用 SARSA 算法和 Q-learning 算法寻找悬崖寻路问题中的最优策略；\n",
    "* 掌握 SARSA、Q-learning 算法的区别及其核心环节。\n",
    "* 在 <a  href =\"https://www.gymlibrary.ml/\">OpenAI Gym</a> 的 CartPole-v0 任务上训练深度Q网络(DQN)；\n",
    "* 掌握 Deep Q-Learning 算法，体会其与实验三中 Q-learning 的区别与联系。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96a2f1e8",
   "metadata": {},
   "source": [
    "## 一. 使用SARSA、Q-learning解决悬崖寻路问题"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fe23fb1",
   "metadata": {},
   "source": [
    "## 1. SARSA、Q-learning 算法流程"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28dbe56d",
   "metadata": {},
   "source": [
    "### Sarsa:  An on-policy TD control algorithm"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "1ff2b17b",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46275489",
   "metadata": {},
   "source": [
    "### Q-learning: An off-policy TD control algorithm"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "1b1787a6",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "045162b8",
   "metadata": {},
   "source": [
    "## 2. 环境介绍"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad19350c",
   "metadata": {},
   "source": [
    "该环境名叫悬崖寻路问题，是指在一个4 x 12的网格中，智能体以网格的左下角位置为起点，以网格的下角位置为终点，目标是移动智能体到达终点位置，智能体每次可以在上、下、左、右这4个方向中移动一步，每移动一步会得到-1单位的奖励。"
   ]
  },
  {
   "attachments": {
    "image-3.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "8a70201d",
   "metadata": {},
   "source": [
    "![image-3.png](attachment:image-3.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb2031a7",
   "metadata": {},
   "source": [
    "如图，红色部分表示悬崖，数字代表智能体能够观测到的位置信息，即observation，总共会有0-47等48个不同的值，智能体再移动中会有以下限制：\n",
    "\n",
    "* 智能体不能移出网格，如果智能体想执行某个动作移出网格，那么这一步智能体不会移动，但是这个操作依然会得到-1单位的奖励\n",
    "\n",
    "* 如果智能体“掉入悬崖” ，会立即回到起点位置，并得到-100单位的奖励\n",
    "\n",
    "* 当智能体移动到终点时，该回合结束，该回合总奖励为各步奖励之和"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eff83566",
   "metadata": {},
   "source": [
    "实际的仿真界面如下："
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "6f17d251",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5231ddf",
   "metadata": {},
   "source": [
    "由于从起点到终点最少需要**13**步，每步得到 **-1** 的reward，因此最佳训练算法下，每个episode下reward总和应该为 **-13**。所以我们的目标也是要通过RL训练出一个模型，使得该模型能在测试中一个episode的reward能够接近于 **-13** 左右。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc2f7dc1",
   "metadata": {},
   "source": [
    "## 3. RL任务训练"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0184a047",
   "metadata": {},
   "source": [
    "### 3.1 本次实验所需要引入的包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d6f40dc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import math\n",
    "import torch\n",
    "from collections import defaultdict\n",
    "import gym\n",
    "import turtle\n",
    "import argparse\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b32b3c4",
   "metadata": {},
   "source": [
    "如果缺少哪个，直接用以下命令安装即可\n",
    "\n",
    "```python\n",
    "pip install (缺失包的名称)\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2370bca",
   "metadata": {},
   "source": [
    "### 3.2. 环境创建初始化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "36e83234",
   "metadata": {},
   "outputs": [],
   "source": [
    "class CliffWalkingWapper(gym.Wrapper):\n",
    "    def __init__(self, env):\n",
    "        gym.Wrapper.__init__(self, env)\n",
    "        self.t = None\n",
    "        self.unit = 50\n",
    "        self.max_x = 12\n",
    "        self.max_y = 4\n",
    "\n",
    "    def draw_x_line(self, y, x0, x1, color='gray'):\n",
    "        assert x1 > x0\n",
    "        self.t.color(color)\n",
    "        self.t.setheading(0)\n",
    "        self.t.up()\n",
    "        self.t.goto(x0, y)\n",
    "        self.t.down()\n",
    "        self.t.forward(x1 - x0)\n",
    "\n",
    "    def draw_y_line(self, x, y0, y1, color='gray'):\n",
    "        assert y1 > y0\n",
    "        self.t.color(color)\n",
    "        self.t.setheading(90)\n",
    "        self.t.up()\n",
    "        self.t.goto(x, y0)\n",
    "        self.t.down()\n",
    "        self.t.forward(y1 - y0)\n",
    "\n",
    "    def draw_box(self, x, y, fillcolor='', line_color='gray'):\n",
    "        self.t.up()\n",
    "        self.t.goto(x * self.unit, y * self.unit)\n",
    "        self.t.color(line_color)\n",
    "        self.t.fillcolor(fillcolor)\n",
    "        self.t.setheading(90)\n",
    "        self.t.down()\n",
    "        self.t.begin_fill()\n",
    "        for i in range(4):\n",
    "            self.t.forward(self.unit)\n",
    "            self.t.right(90)\n",
    "        self.t.end_fill()\n",
    "\n",
    "    def move_player(self, x, y):\n",
    "        self.t.up()\n",
    "        self.t.setheading(90)\n",
    "        self.t.fillcolor('red')\n",
    "        self.t.goto((x + 0.5) * self.unit, (y + 0.5) * self.unit)\n",
    "\n",
    "    def render(self):\n",
    "        if self.t == None:\n",
    "            self.t = turtle.Turtle()\n",
    "            self.wn = turtle.Screen()\n",
    "            self.wn.setup(self.unit * self.max_x + 100,\n",
    "                          self.unit * self.max_y + 100)\n",
    "            self.wn.setworldcoordinates(0, 0, self.unit * self.max_x,\n",
    "                                        self.unit * self.max_y)\n",
    "            self.t.shape('circle')\n",
    "            self.t.width(2)\n",
    "            self.t.speed(0)\n",
    "            self.t.color('gray')\n",
    "            for _ in range(2):\n",
    "                self.t.forward(self.max_x * self.unit)\n",
    "                self.t.left(90)\n",
    "                self.t.forward(self.max_y * self.unit)\n",
    "                self.t.left(90)\n",
    "            for i in range(1, self.max_y):\n",
    "                self.draw_x_line(\n",
    "                    y=i * self.unit, x0=0, x1=self.max_x * self.unit)\n",
    "            for i in range(1, self.max_x):\n",
    "                self.draw_y_line(\n",
    "                    x=i * self.unit, y0=0, y1=self.max_y * self.unit)\n",
    "\n",
    "            for i in range(1, self.max_x - 1):\n",
    "                self.draw_box(i, 0, 'black')\n",
    "            self.draw_box(self.max_x - 1, 0, 'yellow')\n",
    "            self.t.shape('turtle')\n",
    "\n",
    "        x_pos = self.s % self.max_x\n",
    "        y_pos = self.max_y - 1 - int(self.s / self.max_x)\n",
    "        self.move_player(x_pos, y_pos)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d87c6b18",
   "metadata": {},
   "source": [
    "### 3.3 画出结果曲线所需要的工具定义"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "be8ca83c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def smooth(data, weight=0.9):  \n",
    "    '''用于平滑曲线，类似于Tensorboard中的smooth\n",
    "\n",
    "    Args:\n",
    "        data (List):输入数据\n",
    "        weight (Float): 平滑权重，处于0-1之间，数值越高说明越平滑，一般取0.9\n",
    "\n",
    "    Returns:\n",
    "        smoothed (List): 平滑后的数据\n",
    "    '''\n",
    "    last = data[0]  # First value in the plot (first timestep)\n",
    "    smoothed = list()\n",
    "    for point in data:\n",
    "        smoothed_val = last * weight + (1 - weight) * point  # 计算平滑值\n",
    "        smoothed.append(smoothed_val)                    \n",
    "        last = smoothed_val                                \n",
    "    return smoothed\n",
    "\n",
    "def plot_rewards(rewards,cfg, tag='train'):\n",
    "    sns.set()\n",
    "    plt.figure()  # 创建一个图形实例，方便同时多画几个图\n",
    "    plt.title(\"learning curve on {} of {} for {}\".format(\n",
    "        cfg.device, cfg.algo_name, cfg.env_name))\n",
    "    plt.xlabel('epsiodes')\n",
    "    plt.plot(rewards, label='rewards')\n",
    "    plt.plot(smooth(rewards), label='smoothed')\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c5eac90",
   "metadata": {},
   "source": [
    "## 3.4 SARSA"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff62c38d",
   "metadata": {},
   "source": [
    "### 3.4.1 相关参数设定"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cfb03ab9",
   "metadata": {},
   "outputs": [],
   "source": [
    "parser = argparse.ArgumentParser(description=\"hyperparameters\") \n",
    "parser.add_argument('--algo_name',default='Sarsa',type=str,help=\"name of algorithm\")# 算法名称\n",
    "parser.add_argument('--env_name',default='CliffWalking-v0',type=str,help=\"name of environment\")\n",
    "parser.add_argument('--train_eps',default=400,type=int,help=\"episodes of training\") # 训练的回合数\n",
    "parser.add_argument('--test_eps',default=20,type=int,help=\"episodes of testing\") # 测试的回合数\n",
    "parser.add_argument('--gamma',default=0.90,type=float,help=\"discounted factor\") # 折扣因子\n",
    "parser.add_argument('--epsilon',default=0.3,type=float,help=\"initial value of epsilon\") #  e-greedy策略中初始epsilon\n",
    "parser.add_argument('--lr',default=0.1,type=float,help=\"learning rate\")\n",
    "parser.add_argument('--device',default='cpu',type=str,help=\"cpu or cuda\")\n",
    "parser.add_argument('--seed',default=123,type=int,help=\"random seed\")\n",
    "cfg = parser.parse_args([])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6eb2ebd",
   "metadata": {},
   "source": [
    "### 3.4.2 SARSA 主要代码框架"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4f5137e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Sarsa(object):\n",
    "    def __init__(self,\n",
    "                 n_actions,cfg):\n",
    "        self.n_actions = n_actions  \n",
    "        self.lr = cfg.lr  \n",
    "        self.gamma = cfg.gamma  \n",
    "        self.sample_count = 0 \n",
    "        self.epsilon = cfg.epsilon\n",
    "        self.Q  = defaultdict(lambda: np.zeros(n_actions)) # Q table\n",
    "    def sample(self, state):\n",
    "        self.sample_count += 1\n",
    "        best_action = np.argmax(self.Q[state])\n",
    "        action_probs = np.ones(self.n_actions, dtype=float) * self.epsilon / self.n_actions\n",
    "        action_probs[best_action] += (1.0 - self.epsilon)\n",
    "        action = np.random.choice(np.arange(len(action_probs)), p=action_probs)\n",
    "        return action\n",
    "    def predict(self,state):\n",
    "        return np.argmax(self.Q[state])\n",
    "    def update(self, state, action, reward, next_state, next_action,done):\n",
    "        # TODO # 获得当前预测Q值\n",
    "        if done:\n",
    "            #TODO  # 终止状态\n",
    "        else: \n",
    "            #与 Q-learning不同，Sarsa是拿下一步动作对应的Q值去更新\n",
    "            #TODO\n",
    "            \n",
    "        self.Q[state][action] += self.lr * (Q_target - Q_predict) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "47cfd63a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def env_agent_config(cfg,seed=1):\n",
    "    '''创建环境和智能体\n",
    "    Args:\n",
    "        cfg ([type]): [description]\n",
    "        seed (int, optional): 随机种子. Defaults to 1.\n",
    "    Returns:\n",
    "        env [type]: 环境\n",
    "        agent : 智能体\n",
    "    '''    \n",
    "    env = gym.make(cfg.env_name)  \n",
    "    env = CliffWalkingWapper(env)\n",
    "    env.seed(seed) # 设置随机种子\n",
    "    n_states = env.observation_space.n # 状态维度\n",
    "    n_actions = env.action_space.n # 动作维度\n",
    "    print(f\"状态数：{n_states}，动作数：{n_actions}\")\n",
    "    agent = Sarsa(n_actions,cfg)\n",
    "    return env,agent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5b92f4b2",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "env, agent = env_agent_config(cfg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a993babe",
   "metadata": {},
   "source": [
    "### 3.4.3 开始训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da6ce959",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "print('开始训练！')\n",
    "print(f'环境:{cfg.env_name}, 算法:{cfg.algo_name}, 设备:{cfg.device}')\n",
    "train_rewards = []  # 记录奖励\n",
    "for i_ep in range(cfg.train_eps):\n",
    "    ep_reward = 0  # 记录每个回合的奖励\n",
    "    state = env.reset()  # 重置环境,即开始新的回合\n",
    "    action = agent.sample(state)\n",
    "    while True:\n",
    "        action = agent.sample(state)  # 根据算法采样一个动作\n",
    "        next_state, reward, done, _ = env.step(action)  # 与环境进行一次动作交互\n",
    "        next_action = agent.sample(next_state)\n",
    "        agent.update(state, action, reward, next_state, next_action,done) # 算法更新\n",
    "        state = next_state # 更新状态\n",
    "        action = next_action\n",
    "        ep_reward += reward\n",
    "        if done:\n",
    "            break\n",
    "    train_rewards.append(ep_reward)\n",
    "    print(f\"回合：{i_ep+1}/{cfg.train_eps}，奖励：{ep_reward:.1f}，Epsilon：{agent.epsilon}\")\n",
    "print('完成训练！')\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cff2e5b3",
   "metadata": {},
   "source": [
    "### 3.4.4 画出训练结果图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ebea1a57",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "plot_rewards(train_rewards, cfg, tag=\"train\")  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e425d5cb",
   "metadata": {},
   "source": [
    "### 3.4.5 开始测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f4cb3a5f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "print('开始测试！')\n",
    "print(f'环境：{cfg.env_name}, 算法：{cfg.algo_name}, 设备：{cfg.device}')\n",
    "test_rewards = []  # 记录所有回合的奖励\n",
    "for i_ep in range(cfg.test_eps):\n",
    "    ep_reward = 0  # 记录每个episode的reward\n",
    "    state = env.reset()  # 重置环境, 重新开一局（即开始新的一个回合）\n",
    "    while True:\n",
    "        action = agent.predict(state)  # 根据算法选择一个动作\n",
    "        next_state, reward, done, _ = env.step(action)  # 与环境进行一次交互\n",
    "        state = next_state  # 更新状态\n",
    "        ep_reward += reward\n",
    "#         env.render() #windows 平台的同学和Linux有外界显示器的，可以尝试渲染\n",
    "        if done:\n",
    "            break\n",
    "    test_rewards.append(ep_reward)\n",
    "    print(f\"回合数：{i_ep+1}/{cfg.test_eps}, 奖励：{ep_reward:.1f}\")\n",
    "print('完成测试！')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5f21dd0",
   "metadata": {},
   "source": [
    "### 3.4.6 画出测试结果图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "99e35149",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "plot_rewards(test_rewards, cfg, tag=\"train\")  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ade9ddc",
   "metadata": {},
   "source": [
    "## 3.5 Q-Learning"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc3f2865",
   "metadata": {},
   "source": [
    "### 3.5.1 相关参数设定"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a622cfa6",
   "metadata": {},
   "outputs": [],
   "source": [
    "parser = argparse.ArgumentParser(description=\"hyperparameters\") \n",
    "parser.add_argument('--algo_name',default='Q-learning',type=str,help=\"name of algorithm\")\n",
    "parser.add_argument('--env_name',default='CliffWalking-v0',type=str,help=\"name of environment\")\n",
    "parser.add_argument('--train_eps',default=400,type=int,help=\"episodes of training\") # 训练的回合数\n",
    "parser.add_argument('--test_eps',default=20,type=int,help=\"episodes of testing\") # 测试的回合数\n",
    "parser.add_argument('--gamma',default=0.90,type=float,help=\"discounted factor\") # 折扣因子\n",
    "parser.add_argument('--epsilon',default=0.3,type=float,help=\"initial value of epsilon\") #  e-greedy策略中初始epsilon\n",
    "parser.add_argument('--lr',default=0.1,type=float,help=\"learning rate\")\n",
    "parser.add_argument('--device',default='cpu',type=str,help=\"cpu or cuda\")\n",
    "parser.add_argument('--seed',default=123,type=int,help=\"random seed\")\n",
    "cfg = parser.parse_args([])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9206b05e",
   "metadata": {},
   "source": [
    "### 3.5.2 QLearning 主要代码框架"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fb373346",
   "metadata": {},
   "outputs": [],
   "source": [
    "class QLearning(object):\n",
    "    def __init__(self,n_states,\n",
    "                 n_actions,cfg):\n",
    "        self.n_actions = n_actions \n",
    "        self.lr = cfg.lr  # 学习率\n",
    "        self.gamma = cfg.gamma  \n",
    "        self.epsilon = cfg.epsilon\n",
    "        self.sample_count = 0  \n",
    "        self.Q_table  = defaultdict(lambda: np.zeros(n_actions)) # 用嵌套字典存放状态->动作->状态-动作值（Q值）的映射，即Q表\n",
    "    def sample(self, state):\n",
    "        ''' 采样动作，训练时用\n",
    "        '''\n",
    "        self.sample_count += 1\n",
    "        # e-greedy 策略\n",
    "        if np.random.uniform(0, 1) > self.epsilon:\n",
    "            # 选择Q(s,a)最大对应的动作， 通过查询Q表，选取在当前状态下Q值最大的动作\n",
    "            #TODO\n",
    "            \n",
    "        else:\n",
    "            # 随机选择动作\n",
    "            #TODO\n",
    "            \n",
    "            \n",
    "        return action\n",
    "    def predict(self,state):\n",
    "        ''' 预测或选择动作，测试时用\n",
    "        '''\n",
    "        action = np.argmax(self.Q_table[str(state)])\n",
    "        return action\n",
    "    def update(self, state, action, reward, next_state, done): \n",
    "        '''\n",
    "        基于采样得到的历史数据更新Q表\n",
    "        '''\n",
    "        # TODO # 获得当前预测Q值\n",
    "        if done: # 终止状态\n",
    "            Q_target = reward\n",
    "        else:\n",
    "            # Q-learning是拿下一步中奖励最大的动作作为当前Q值的target进行更新\n",
    "            #TODO\n",
    "\n",
    "            \n",
    "        self.Q_table[str(state)][action] += self.lr * (Q_target - Q_predict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "93bf51fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "def env_agent_config(cfg,seed=1):\n",
    "    '''创建环境和智能体\n",
    "    Args:\n",
    "        cfg ([type]): [description]\n",
    "        seed (int, optional): 随机种子. Defaults to 1.\n",
    "    Returns:\n",
    "        env [type]: 环境\n",
    "        agent : 智能体\n",
    "    '''    \n",
    "    env = gym.make(cfg.env_name)  \n",
    "    env = CliffWalkingWapper(env)\n",
    "    env.seed(seed) # 设置随机种子\n",
    "    n_states = env.observation_space.n # 状态维度\n",
    "    n_actions = env.action_space.n # 动作维度\n",
    "    agent = QLearning(n_states,n_actions,cfg)\n",
    "    return env,agent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f466009e",
   "metadata": {},
   "outputs": [],
   "source": [
    "env, agent = env_agent_config(cfg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2dce11a2",
   "metadata": {},
   "source": [
    "### 3.5.3 开始训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c0051ac3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "print('开始训练！')\n",
    "print(f'环境:{cfg.env_name}, 算法:{cfg.algo_name}, 设备:{cfg.device}')\n",
    "train_rewards = []  # 记录奖励\n",
    "for i_ep in range(cfg.train_eps):\n",
    "    ep_reward = 0  # 记录每个回合的奖励\n",
    "    state = env.reset()  # 重置环境,即开始新的回合\n",
    "    while True:\n",
    "        action = agent.sample(state)  # 根据算法采样一个动作\n",
    "        next_state, reward, done, _ = env.step(action)  # 与环境进行一次动作交互\n",
    "        agent.update(state, action, reward, next_state, done)  # Q学习算法更新\n",
    "        state = next_state  # 更新状态\n",
    "        ep_reward += reward\n",
    "        if done:\n",
    "            break\n",
    "    train_rewards.append(ep_reward)\n",
    "    print(f\"回合：{i_ep+1}/{cfg.train_eps}，奖励：{ep_reward:.1f}，Epsilon：{agent.epsilon}\")\n",
    "print('完成训练！')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "deeb62c8",
   "metadata": {},
   "source": [
    "### 3.5.4 画出训练结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "95ca4c8a",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "plot_rewards(train_rewards, cfg, tag=\"train\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7dc6fb1",
   "metadata": {},
   "source": [
    "### 3.5.5 开始测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d05a8d6b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "print('开始测试！')\n",
    "print(f'环境：{cfg.env_name}, 算法：{cfg.algo_name}, 设备：{cfg.device}')\n",
    "test_rewards = []  # 记录所有回合的奖励\n",
    "for i_ep in range(cfg.test_eps):\n",
    "    ep_reward = 0  # 记录每个episode的reward\n",
    "    state = env.reset()  # 重置环境, 重新开一局（即开始新的一个回合）\n",
    "    print(i_ep)\n",
    "    while True:\n",
    "        action = agent.predict(state)  # 根据算法选择一个动作\n",
    "        next_state, reward, done, _ = env.step(action)  # 与环境进行一个交互\n",
    "#         env.render() #windows 平台的同学和Linux有外界显示器的，可以尝试渲染\n",
    "        state = next_state  # 更新状态\n",
    "        ep_reward += reward\n",
    "        if done:\n",
    "            break\n",
    "    test_rewards.append(ep_reward)\n",
    "    print(f\"回合数：{i_ep+1}/{cfg.test_eps}, 奖励：{ep_reward:.1f}\")\n",
    "print('完成测试！')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c58dd9c2",
   "metadata": {},
   "source": [
    "### 3.5.6 画出测试结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ca75a3af",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "plot_rewards(test_rewards, cfg, tag=\"test\")  # 画出结果"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8263e978",
   "metadata": {},
   "source": [
    "## 4. 问题"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e121f77",
   "metadata": {},
   "source": [
    "**Q1&2：** Q-learning 和 SARSA的区别？从训练结果中你有什么样的发现？为什么训练结果会有这些不同？为什么在测试阶段的最终结果有所差异？"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c77371d8",
   "metadata": {},
   "source": [
    "答:一. Q-learning 与 SARSA 的核心区别\n",
    "1.Q-learning 策略类型:离策略（Off-policy）\n",
    "  Q-learning 算法类型:值迭代（Value Iteration）\n",
    "3.SARSA 策略类型:离策略（Off-policy）\n",
    "  SARSA 算法类型:策略迭代（Policy Iteration）\n",
    "  SARSA 策略类型:同策略（On-policy）\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5bc4930",
   "metadata": {},
   "source": [
    "二.发现:\n",
    "Q-learning：奖励曲线波动较大，但最终奖励值较高（接近 - 13），说明其探索更激进，可能更快找到最优路径。\n",
    "SARSA：奖励曲线更平稳，但最终奖励值较低（如 - 150），说明其更保守，避免风险动作（如悬崖）。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65a86690",
   "metadata": {},
   "source": [
    "三.训练结果差异的原因\n",
    "策略类型的影响：\n",
    "Q-learning 的离策略特性允许它利用历史数据中的最优动作（即使当前策略不选择这些动作），从而更快收敛到最优解。\n",
    "SARSA 的在策略特性要求它严格遵循当前策略，探索受限，导致收敛速度较慢。\n",
    "Q 值估计偏差：\n",
    "Q-learning 的乐观估计（max 操作）可能导致高估 Q 值，激励探索但可能引入不稳定性。\n",
    "SARSA 的保守估计（基于当前策略）减少了高估风险，但可能陷入次优解。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "beb97bf9",
   "metadata": {},
   "source": [
    "四.测试阶段结果差异的原因\n",
    "策略选择的不同：\n",
    "Q-learning 在测试时使用贪心策略（选择当前最大 Q 值动作），而训练时使用 ε- 贪心，可能在测试时更高效利用已学习的知识。\n",
    "SARSA 在测试时仍使用 ε- 贪心（或训练时的策略），探索比例可能未完全衰减，导致次优动作选择。\n",
    "环境风险规避：\n",
    "在悬崖环境中，Q-learning 可能选择高风险高回报的路径（如直接向右移动），而 SARSA 更倾向于选择安全路径（如下移绕行），导致奖励差异。"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "dc898400",
   "metadata": {
    "scrolled": true
   },
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "704c96ac",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d064c4aa",
   "metadata": {},
   "source": [
    "**Q3：** ε的大小对于实验结果的影响？你觉得如何调整较为合适？"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "846a6f49",
   "metadata": {},
   "source": [
    "答:一.ε 的大小对于实验结果的影响:\n",
    "对探索与利用平衡的影响\n",
    "ε 较大时：在 Q - learning 和 SARSA 算法中，ε 代表探索率。当 ε 较大时，智能体更倾向于随机选择动作，也就是进行更多的探索。在训练初期，这有助于智能体广泛地尝试不同的动作，去发现环境中的各种可能情况和潜在的最优路径。例如在悬崖寻路环境中，较大的 ε 会使智能体有更多机会去尝试靠近悬崖边缘的动作，从而可能更快地发现到达目标的捷径。但在训练后期，过多的探索会导致智能体频繁地选择非最优动作，使得奖励曲线波动较大，难以稳定收敛到最优策略，甚至可能陷入一些不必要的风险动作，如掉入悬崖。\n",
    "ε 较小时：智能体更倾向于利用已有的经验，即选择当前 Q 值最大的动作。在训练后期，较小的 ε 有助于智能体稳定地执行已经学习到的较优策略，使奖励曲线逐渐趋于稳定。然而，在训练初期，如果 ε 过小，智能体可能过早地陷入局部最优解，因为它没有足够的机会去探索其他可能更好的路径。比如在悬崖寻路中，可能就会一直选择一些安全但不是最短的路径。\n",
    "对收敛速度和稳定性的影响\n",
    "ε 较大：由于探索较多，智能体可能会在不同的状态和动作之间频繁切换，这会使得 Q 值的更新比较混乱，收敛速度变慢。而且奖励的波动较大，导致训练过程不够稳定。\n",
    "ε 较小：智能体主要基于已有的 Q 值进行动作选择，Q 值的更新相对稳定，收敛速度可能会加快。但如果一开始就采用过小的 ε，可能会因为缺乏探索而无法找到真正的最优策略，最终陷入局部最优，使得训练结果达不到理想状态。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c260510",
   "metadata": {},
   "source": [
    "二.调整:\n",
    "固定 ε 值\n",
    "适用场景：对于一些简单的环境，或者环境的状态和动作空间较小，且环境比较稳定的情况，可以使用固定的 ε 值。例如在一些确定性较强的小游戏环境中。取值建议：如果希望智能体在训练过程中保持一定的探索性，可以将 ε 设置为一个适中的值，如 0.1 - 0.3。如果更注重利用已有的经验，可以将 ε 设置得更小，如 0.01 - 0.1。衰减式 ε 策略\n",
    "原理：在训练初期，设置一个较大的 ε 值，让智能体进行充分的探索；随着训练的进行，逐渐减小 ε 值，使智能体更多地利用已学习到的经验。这种策略结合了探索和利用的优点，既可以避免过早陷入局部最优，又能在后期稳定地收敛到较优策略。实现方式：可以使用线性衰减或指数衰减的方式来调整 ε。自适应 ε 调整\n",
    "原理：根据智能体的训练情况，如奖励的变化、Q 值的更新幅度等，动态地调整 ε 值。例如，如果奖励在一段时间内没有明显提升，说明可能需要增加探索，就适当增大 ε；如果奖励稳定增长，说明当前的策略比较有效，可以减小 ε。实现难度：这种方法实现起来相对复杂，需要额外的逻辑来判断何时调整 ε 以及调整的幅度，但在一些复杂环境中可能会取得更好的效果。分享如何在探索和利用之间找到一个合适的平衡点？实验中如何根据实际情况调整ε的值？有哪些方法可以确定ε的最佳取值？\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6542931",
   "metadata": {},
   "source": [
    "**Q4：** 折扣因子的大小是否会对训练结果产生影响？为什么会出现这种影响？"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "063eb8c6",
   "metadata": {},
   "source": [
    "答:一.折扣因子的大小对训练结果的影响\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6154179d",
   "metadata": {},
   "source": [
    "对智能体决策的影响折扣因子较大（接近 1）：当折扣因子 \\(\\gamma\\) 接近 1 时，智能体在做决策时会更看重未来的奖励。这意味着智能体愿意为了获得长期的、更大的奖励而暂时接受当前步骤的低奖励或者高风险。例如在悬崖寻路环境中，智能体可能会选择一条虽然当前步骤有一定风险（比如靠近悬崖），但最终能更快到达目标获得高奖励的路径。因为它认为未来的奖励在总价值中占比较大，值得为了未来的收益去冒当下的风险。在训练过程中，智能体可能会花费更多的时间去探索环境，寻找那些能带来长远利益的策略。折扣因子较小（接近 0）：当折扣因子 \\(\\gamma\\) 接近 0 时，智能体更关注当前步骤的即时奖励，而不太考虑未来的奖励。在悬崖寻路环境中，智能体可能会倾向于选择那些能立即获得小奖励且风险较低的路径，即使这些路径并不是到达目标的最优路径。因为它认为未来的奖励经过折扣后对总价值的贡献很小，所以更注重当下的利益。对收敛速度和稳定性的影响折扣因子较大：由于智能体更关注未来奖励，它需要更多的时间和步数去评估不同策略在长期内的效果。这会导致训练过程中 Q 值的更新相对较慢，收敛速度也会变慢。而且，因为要考虑的未来情况较多，Q 值的波动可能会比较大，训练的稳定性较差。例如，在某些情况下，智能体可能会在不同的长期策略之间反复尝试，导致奖励曲线波动较大。折扣因子较小：智能体主要依据当前奖励进行决策，Q 值的更新主要受当前步骤的影响，所以收敛速度相对较快。同时，由于较少考虑未来情况，Q 值的波动相对较小，训练过程会更加稳定。但这种情况下，智能体可能会陷入局部最优解，因为它没有充分考虑到长远的利益。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f11218f3",
   "metadata": {},
   "source": [
    "二.出现这种影响的原因"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00190b01",
   "metadata": {},
   "source": [
    "从数学原理角度\n",
    "在强化学习中，Q 值的更新公式通常包含折扣因子 \\(\\gamma\\)。以 Q - learning 为例，Q 值的更新公式为 \\(Q(s,a) \\leftarrow Q(s,a) + \\alpha [R + \\gamma \\max_{a'} Q(s',a') - Q(s,a)]\\)，其中 R 是当前步骤的奖励，\\(\\gamma \\max_{a'} Q(s',a')\\) 是对未来奖励的估计。当 \\(\\gamma\\) 较大时，未来奖励在 Q 值更新中所占的权重较大，智能体就会更重视未来奖励；当 \\(\\gamma\\) 较小时，未来奖励的权重变小，智能体就更关注当前奖励。从环境交互角度\n",
    "智能体在与环境交互的过程中，需要不断地做出决策以最大化累积奖励。折扣因子的大小改变了智能体对不同时间点奖励的重视程度，从而影响了它的决策策略。较大的折扣因子鼓励智能体进行更深入的探索，以寻找长期的最优策略；较小的折扣因子则使智能体更倾向于短期的、保守的策略。这种决策策略的改变直接反映在训练结果中，如智能体选择的路径、奖励曲线的变化以及收敛的速度和稳定性等方面。分享实验中折扣因子的大小如何确定？ε的大小对于探索与利用平衡的影响如何在实际应用中选择合适的Q-learning或SARSA算法？\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6d3b275",
   "metadata": {},
   "source": [
    "## 二. Deep Q-Learning 强化学习算法"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61ca37e8",
   "metadata": {},
   "source": [
    "## 1. Deep Q-Learning 算法介绍"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a67b7041",
   "metadata": {},
   "source": [
    "强化学习的目标是训练一种策略，试图最大化折扣、累积奖励: **Return**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c9acc60",
   "metadata": {},
   "source": [
    "$$\n",
    "R =\\sum_{t=0}^{\\infty} \\gamma^{t} r_{t}\n",
    "$$\n",
    " <br />\n",
    "\n",
    "<center> $R$: 累计奖励； $\\gamma$: 折扣因子 ； $r_{t}$: 在$t$时刻的即时奖励\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2cbf474c",
   "metadata": {},
   "source": [
    "### 主要思想"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c5d69e2",
   "metadata": {},
   "source": [
    "<br >假如我们有一个动作-价值函数（以下简称为$Q$函数） $Q^{*}(s,a):$ 状态 $\\times$ 动作 $\\rightarrow \\mathbb{R}$ , 可以准确地给出在当前状态**s**下采取动作**a**所带来的累计奖励的估计值是多少, 那么基于此我们可以很容易的得到其对应的最优行为策略$\\pi$(policy)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "900091d0",
   "metadata": {},
   "source": [
    "$$\\pi^{*}(s)=\\underset{a}{\\operatorname{argmax}} Q^{*}(s, a)$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "680bdc25",
   "metadata": {},
   "source": [
    "然而，基于我们对所处环境了解的局限性，我们往往很难得到这个最优的$Q^{*}$。但神经网络可以逼近任何一个函数，我们可以训练一个神经网络，通过贝尔曼算子，使其不断地迭代更新并获得最优的$Q^{*}$. 根据贝尔曼方程，我们有:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d074d5b3",
   "metadata": {},
   "source": [
    "$$Q^{\\pi}(s, a)=r+\\gamma Q^{\\pi}\\left(s^{\\prime}, \\pi\\left(s^{\\prime}\\right)\\right)$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3dec11ee",
   "metadata": {},
   "source": [
    "等式两边的差值被称为**TD-error**(temporal differences error)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3dab0203",
   "metadata": {},
   "source": [
    "$$\\delta=Q(s, a)-\\left(r+\\gamma \\max _{a} Q\\left(s^{\\prime}, a\\right)\\right)$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "090506bf",
   "metadata": {},
   "source": [
    "我们的目标，就是在前后两次的更新Q值过程中，缩小TD-error的差距"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa0edce8",
   "metadata": {},
   "source": [
    "### 算法框架"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "9fdc63ee",
   "metadata": {},
   "source": [
    "![1658054838886-2.png](attachment:1658054838886-2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57eff2d0",
   "metadata": {},
   "source": [
    "## 2. 实验环境"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff32e4a3",
   "metadata": {},
   "source": [
    "Cart Pole，即车杆游戏。游戏里面有一个小车，上有竖着一根杆子，每次重置后的初始状态会有所不同。小车需要左右移动来保持杆子竖直，为了保证游戏继续进行需要满足以下两个条件：\n",
    "\n",
    "* 杆子倾斜的角度 ${\\theta}$ 不能大于15°\n",
    "* 小车移动的位置 ${x}$ 需保持在一定范围（中间到两边各2.4个单位长度）\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ceb082f9",
   "metadata": {},
   "source": [
    "动作（action）：\n",
    "* 左移（0）\n",
    "* 右移（1）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3b12e96",
   "metadata": {},
   "source": [
    "状态变量（state variables）：\n",
    "\n",
    "* ${x}$：小车在轨道上的位置（position of the cart on the track）\n",
    "* ${\\theta}$：杆子与竖直方向的夹角（angle of the pole with the vertical）\n",
    "* ${\\dot{x}}$ 小车速度（cart velocity）\n",
    "* ${\\dot{\\theta}}$ 角度变化率（rate of change of the angle）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "807fbe20",
   "metadata": {},
   "source": [
    "游戏奖励（reward）：\n",
    "* 在gym的Cart Pole环境（env）里面，左移或者右移小车的action之后，env会返回一个+1的reward。其中CartPole-v0中到达200个reward之后，游戏会结束，而CartPole-v1中则为500。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "074dc668",
   "metadata": {},
   "source": [
    "以下代码显示了初始状态下的取值，每次调用env.reset( )将重新产生一个初始状态。打印出的observation的四个元素分别表示了小车位置、小车速度、杆子夹角及角变化率。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3e9dd631",
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import gym\n",
    "env = gym.make('CartPole-v0')\n",
    "observation = env.reset()\n",
    "print(observation)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b022964a",
   "metadata": {},
   "source": [
    "![cartpole](https://pytorch.org/tutorials/_images/cartpole.gif)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1f5fbde",
   "metadata": {},
   "source": [
    "# 3. DQN"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a2cf3b5",
   "metadata": {},
   "source": [
    "### 3.1.1 本次实验所需要引入的包\n",
    "\n",
    "如有缺少，使用  pip install 命令安装即可"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "30c5dee4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-30T06:40:04.728625Z",
     "start_time": "2022-10-30T06:40:04.714632Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import numpy as np\n",
    "import gym\n",
    "import matplotlib.pyplot as plt\n",
    "from gym import wrappers\n",
    "import io\n",
    "import base64\n",
    "from tqdm import * \n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import LinearRegression\n",
    "import seaborn as sns\n",
    "from IPython import display\n",
    "from IPython.display import HTML\n",
    "%matplotlib inline\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13a5f19f",
   "metadata": {},
   "source": [
    "### 3.1.2 相关参数初始化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "42ffdad4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-30T06:40:05.509108Z",
     "start_time": "2022-10-30T06:40:05.490159Z"
    },
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "BATCH_SIZE = 32\n",
    "LR = 0.01                   # learning rate\n",
    "EPSILON = 0.9               # 最优选择动作百分比\n",
    "GAMMA = 0.9                 # 奖励递减参数\n",
    "TARGET_REPLACE_ITER = 100   # Q 现实网络的更新频率\n",
    "MEMORY_CAPACITY = 2000      # 记忆库大小\n",
    "\n",
    "env = gym.make('CartPole-v0') # 立杆子游戏\n",
    "env = env.unwrapped\n",
    "# env = wrappers.Monitor(env, \"./gym-results\", force=True)\n",
    "\n",
    "N_ACTIONS = env.action_space.n  # 杆子能做的动作\n",
    "\n",
    "N_STATES = env.observation_space.shape[0]   # 杆子能获取的环境信息数\n",
    "\n",
    "ENV_A_SHAPE = 0 if isinstance(env.action_space.sample(), int) else env.action_space.sample().shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6d1a5c0",
   "metadata": {},
   "source": [
    "### 3.1.3 渲染所需要的方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ef1e3935",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-30T06:40:06.346675Z",
     "start_time": "2022-10-30T06:40:06.335707Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def show_state(env, step=0, info=\"\"):\n",
    "    plt.figure(3)\n",
    "    plt.clf()\n",
    "    plt.imshow(env.render(mode='rgb_array'))\n",
    "    plt.title(\" CartPole-v0 | Step: %d %s\" % (step, info))\n",
    "    plt.axis('off')\n",
    "\n",
    "    display.clear_output(wait=True)\n",
    "    display.display(plt.gcf())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afce7eb0",
   "metadata": {},
   "source": [
    "### 3.1.4 神经网络定义"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7a390e47",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-30T06:40:06.707435Z",
     "start_time": "2022-10-30T06:40:06.686459Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class Net(nn.Module):\n",
    "    def __init__(self, ):\n",
    "        super(Net, self).__init__()\n",
    "        self.fc1 = nn.Linear(N_STATES, 50)\n",
    "        self.fc1.weight.data.normal_(0, 0.1)   # initialization\n",
    "        self.out = nn.Linear(50, N_ACTIONS)\n",
    "        self.out.weight.data.normal_(0, 0.1)   # initialization\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.fc1(x)\n",
    "        x = F.relu(x)\n",
    "        actions_value = self.out(x)\n",
    "        return actions_value"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf74ccee",
   "metadata": {},
   "source": [
    "### 3.1.5 DQN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8eb8d93f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-30T06:40:07.065400Z",
     "start_time": "2022-10-30T06:40:07.050476Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class DQN(object):\n",
    "    def __init__(self):\n",
    "        \n",
    "        # 建立 target net 和 eval net 还有 memory\n",
    "        return\n",
    "    def choose_action(self, x):\n",
    "        # 根据环境观测值选择动作的机制\n",
    "        return action\n",
    "\n",
    "    def store_transition(self, s, a, r, s_):\n",
    "        # 存储记忆\n",
    "        return\n",
    "    def learn(self):\n",
    "        # target 网络更新\n",
    "        # 学习记忆库中的记忆\n",
    "        return"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9278a71e",
   "metadata": {},
   "source": [
    "### 3.1.6 训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3c545ce8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-30T06:40:24.138767Z",
     "start_time": "2022-10-30T06:40:19.736574Z"
    },
    "collapsed": true,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "dqn = DQN()\n",
    "\n",
    "print('\\nCollection experience...')\n",
    "scores = []\n",
    "for i_episode in range(400):\n",
    "    s = env.reset() #得到环境的反馈，现在的状态\n",
    "    ep_r = 0\n",
    "    step = 0\n",
    "    print_res = True if i_episode % 50 == 0 else False\n",
    "    while True:\n",
    "#         env.render() #环境渲染，可以看到屏幕上的环境\n",
    "        a = dqn.choose_action(s) #根据dqn来接受现在的状态，得到一个行为\n",
    "        new_state, reward, done, _ = env.step(a) #根据环境的行为，给出一个反馈\n",
    "        \n",
    "#         if print_res: #Linux环境渲染，可以看到屏幕上的环境\n",
    "#             show_state(env, step)\n",
    "#         修改 reward, 加快 DQN 快速学习\n",
    "        x, x_dot, theta, theta_dot = new_state\n",
    "        r1 = (env.x_threshold - abs(x)) / env.x_threshold - 0.8\n",
    "        r2 = (env.theta_threshold_radians - abs(theta)) / env.theta_threshold_radians - 0.5\n",
    "        reward = r1 + r2\n",
    "        \n",
    "        dqn.store_transition(s,a,reward,new_state) #dqn存储现在的状态，行为，反馈，和环境导引的下一个状态\n",
    "        \n",
    "        ep_r += reward\n",
    "        \n",
    "        if dqn.memory_counter > MEMORY_CAPACITY:\n",
    "            dqn.learn()\n",
    "            if done:\n",
    "                print('Ep: ', i_episode,\n",
    "                      '| Ep_r: ', round(ep_r, 2))\n",
    "        step += 1\n",
    "        if done:\n",
    "            break\n",
    "            \n",
    "        s = new_state # 现在的状态赋值到下一个状态上去\n",
    "    scores.append(ep_r)\n",
    "        \n",
    "env.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "48f21f38",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-30T06:45:02.974972Z",
     "start_time": "2022-10-30T06:45:02.771514Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sns.set()\n",
    "\n",
    "plt.plot(scores)\n",
    "plt.ylabel('score')\n",
    "plt.xlabel('episodes')\n",
    "plt.title('Training score of CartPole Q-learning')\n",
    "\n",
    "reg = LinearRegression().fit(np.arange(len(scores)).reshape(-1, 1), np.array(scores).reshape(-1, 1))\n",
    "y_pred = reg.predict(np.arange(len(scores)).reshape(-1, 1))\n",
    "plt.plot(y_pred)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60d5ffdf",
   "metadata": {},
   "source": [
    "## 4. 问题"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "045478b7",
   "metadata": {},
   "source": [
    "1. DQN与Q-learning之间的区别和联系？"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c2cf37d",
   "metadata": {},
   "source": [
    "答:一.区别:\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "440db12e",
   "metadata": {},
   "source": [
    "1. 价值函数表示方式\n",
    "\n",
    "Q - learning：\n",
    "在 Q - learning 中，通常使用 Q 表（Q - table）来存储每个状态 - 动作对的 Q 值。这种方式适用于状态和动作空间都是离散且规模较小的环境。例如在简单的棋类游戏或者网格世界环境中，状态和动作的数量有限，使用 Q 表可以清晰地记录每个状态下不同动作的价值。然而，当状态空间或动作空间非常大时，Q 表的维度会急剧增加，导致内存占用过大，甚至无法存储所有的 Q 值。\n",
    "DQN（深度 Q 网络）：\n",
    "DQN 使用深度神经网络来近似表示 Q 值函数。神经网络具有强大的函数逼近能力，能够处理高维、连续的状态空间。例如在处理图像输入的游戏环境中，图像的像素值构成了高维的状态空间，DQN 可以通过卷积神经网络（CNN）自动提取图像特征并学习 Q 值。这使得 DQN 能够处理 Q - learning 难以应对的复杂环境，避免了 Q 表维度灾难的问题。\n",
    "\n",
    "2. 处理环境复杂度的能力\n",
    "Q - learning：\n",
    "由于 Q 表的局限性，Q - learning 主要适用于状态和动作空间较小、离散的环境。对于状态和动作空间巨大或者连续的环境，Q - learning 的效率会显著下降，甚至无法有效学习。例如在自动驾驶场景中，车辆的状态（如位置、速度、周围物体的状态等）是连续且高维的，动作（如加速、减速、转向等）也是连续的，使用 Q - learning 很难进行有效的学习。\n",
    "DQN：\n",
    "DQN 能够处理复杂的环境和高维的状态空间。通过神经网络的非线性映射能力，DQN 可以学习到状态和动作之间复杂的关系。在 Atari 游戏等复杂环境中，DQN 可以直接将游戏画面作为输入，学习出有效的策略，表现出了强大的泛化能力和适应性。\n",
    "\n",
    "3. 学习效率和收敛速度\n",
    "Q - learning：\n",
    "在简单环境中，Q - learning 可以较快地收敛到最优策略。因为它的更新规则相对简单，每一步更新只涉及到当前状态、动作、奖励和下一个状态的 Q 值。但在复杂环境中，由于需要遍历大量的状态 - 动作对来更新 Q 表，学习效率会变得很低，收敛速度也会很慢。\n",
    "DQN：\n",
    "DQN 引入了经验回放和目标网络等技术，提高了学习效率和收敛速度。经验回放机制使得智能体能够更充分地利用历史经验，减少样本之间的相关性，提高学习的稳定性。目标网络的使用则可以缓解 Q 值估计的波动，加速收敛。然而，DQN 由于使用了神经网络，训练过程相对复杂，需要调整的超参数较多，并且可能会出现训练不稳定的情况。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0824ba4b",
   "metadata": {},
   "source": [
    "二.目标都是找到最优策略 \n",
    "\n",
    "两者的最终目标都是在给定的环境中找到最优策略，使得智能体在与环境交互过程中获得的累积奖励最大化。它们都通过不断地与环境进行交互，根据奖励信号来调整策略，逐步逼近最优策略。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7079d3f1",
   "metadata": {},
   "source": [
    "2. DQN的优缺点？"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "acf48386",
   "metadata": {},
   "source": [
    "答:一.DQN的优点\n",
    "\n",
    "1. 强大的泛化能力\n",
    "DQN 使用深度神经网络来近似 Q 值函数，能够自动提取状态特征并学习状态和动作之间的复杂映射关系。这使得它具有很强的泛化能力，能够处理高维、连续的状态空间。例如在 Atari 游戏中，DQN 可以直接将游戏画面作为输入，学习到有效的策略，即使面对未见过的游戏状态，也能做出合理的决策。这是传统的基于表格的 Q - learning 方法难以做到的，因为 Q - learning 无法处理大规模的状态空间，而 DQN 可以通过神经网络的非线性变换对状态进行抽象和表示。\n",
    "\n",
    "2. 处理复杂环境的能力\n",
    "DQN 能够应对复杂的环境，如复杂的游戏、机器人控制等。在这些环境中，状态和动作的数量可能非常大，或者状态是连续的，传统的强化学习算法很难处理。而 DQN 的神经网络结构可以学习到环境中的复杂模式和规律，为智能体在复杂环境中找到有效的策略。例如在自动驾驶场景中，车辆的状态（如位置、速度、周围物体的状态等）是高维且连续的，DQN 可以通过学习这些状态信息来做出合理的驾驶决策。\n",
    "\n",
    "3. 数据利用率高\n",
    "DQN 引入了经验回放机制，将智能体与环境交互得到的经验（状态、动作、奖励、下一个状态）存储在经验回放缓冲区中。在训练时，从缓冲区中随机采样一批经验进行学习，这样可以充分利用历史数据，提高数据的利用率。经验回放机制还可以减少样本之间的相关性，使得训练更加稳定。相比于传统的在线学习算法，DQN 能够更有效地利用有限的样本数据进行学习。\n",
    "\n",
    "4. 缓解了 Q 值估计的波动\n",
    "DQN 引入了目标网络技术。目标网络是主网络的一个副本，它的参数更新相对较慢。在计算目标 Q 值时，使用目标网络的参数，这样可以减少 Q 值估计的波动，提高训练的稳定性和收敛速度。目标网络的使用使得 DQN 在训练过程中能够更稳定地学习到最优策略，避免了因 Q 值估计的剧烈波动而导致的训练不稳定问题。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a74fb3a",
   "metadata": {},
   "source": [
    "二.DQN的缺点\n",
    "\n",
    "1. 训练不稳定\n",
    "尽管 DQN 引入了经验回放和目标网络等技术来提高训练的稳定性，但它仍然可能会出现训练不稳定的情况。例如，在某些环境中，神经网络的梯度可能会变得非常大或非常小，导致训练过程中出现梯度爆炸或梯度消失的问题。此外，DQN 对超参数的选择比较敏感，不同的超参数设置可能会导致训练结果有很大的差异，需要花费大量的时间和精力来进行调优。\n",
    "\n",
    "2. 计算资源需求大\n",
    "DQN 使用深度神经网络进行训练，需要大量的计算资源。训练过程中需要进行大量的矩阵运算，特别是在处理高维输入时，计算量会显著增加。这使得 DQN 的训练时间较长，并且需要配备高性能的计算设备，如 GPU 等。对于一些资源受限的场景，如嵌入式系统或移动设备，DQN 的应用可能会受到限制。\n",
    "\n",
    "3. 可解释性差\n",
    "深度神经网络本身是一个黑盒模型，很难解释其决策过程和学习到的知识。在 DQN 中，神经网络学习到的 Q 值函数和策略很难被人类理解和解释。这在一些对安全性和可靠性要求较高的领域，如医疗、金融等，可能会成为一个问题。因为在这些领域，人们需要了解智能体做出决策的原因和依据，而 DQN 的不可解释性使得它在这些领域的应用受到一定的限制。\n",
    "\n",
    "4. 难以处理连续动作空间\n",
    "原始的 DQN 主要适用于离散动作空间，对于连续动作空间的处理能力有限。在连续动作空间中，需要对动作进行离散化处理，这会导致动作空间的维度急剧增加，并且可能会丢失一些动作的细节信息。虽然有一些改进的 DQN 算法，如深度确定性策略梯度（DDPG）等，可以处理连续动作空间，但这些算法仍然存在一些问题，如训练不稳定、收敛速度慢等。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe25d2de",
   "metadata": {},
   "source": [
    "3. DQN中用到的两个关键性技巧分别是什么？其作用分别是什么？"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eee74e68",
   "metadata": {},
   "source": [
    "答：DQN 中的两个关键技巧及其作用\n",
    "\n",
    "1. 经验回放（Replay Memory）\n",
    "作用：\n",
    "经验回放通过存储智能体与环境交互的历史经验（状态、动作、奖励、下一状态），打破数据之间的相关性，提高数据利用率并稳定训练过程（文档 2-95）。\n",
    "缓解过拟合：随机采样历史经验，避免连续样本的高度相关性导致的过拟合。\n",
    "提高样本效率：同一批经验可以被多次使用，减少对新数据的依赖。\n",
    "\n",
    "2. 目标网络（Target Network）\n",
    "作用：\n",
    "目标网络通过延迟更新目标 Q 值的计算，减少训练过程中的震荡，确保 Q 值估计的稳定性（文档 2-95、2-123）。\n",
    "解耦 Q 值更新：主网络用于生成动作，目标网络用于计算目标 Q 值，避免因主网络参数频繁更新导致的 Q 值估计偏差。\n",
    "加速收敛：定期同步主网络参数到目标网络（如每 100 步更新一次），防止训练过程中出现发散或震荡。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7cfeadd2",
   "metadata": {},
   "source": [
    "4. gym中还有其他环境可以进行尝试，如果感兴趣可以尝试其他环境验证DQN算法的有效性，并分析对应的结果。（可选）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d877d84",
   "metadata": {},
   "source": [
    "答：通过 DQN 算法训练智能体在 MountainCar-v0 环境中学习如何将小车推到山顶"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3b169575",
   "metadata": {},
   "outputs": [],
   "source": [
    "import gym\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "import torch.nn.functional as F\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "# DQN 网络定义\n",
    "class DQN(nn.Module):\n",
    "    def __init__(self, state_dim, action_dim):\n",
    "        super(DQN, self).__init__()\n",
    "        self.fc1 = nn.Linear(state_dim, 64)\n",
    "        self.fc2 = nn.Linear(64, 64)\n",
    "        self.fc3 = nn.Linear(64, action_dim)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = F.relu(self.fc1(x))\n",
    "        x = F.relu(self.fc2(x))\n",
    "        return self.fc3(x)\n",
    "\n",
    "\n",
    "# 经验回放缓冲区\n",
    "class ReplayBuffer:\n",
    "    def __init__(self, capacity):\n",
    "        self.capacity = capacity\n",
    "        self.buffer = []\n",
    "        self.position = 0\n",
    "\n",
    "    def push(self, state, action, reward, next_state, done):\n",
    "        if len(self.buffer) < self.capacity:\n",
    "            self.buffer.append(None)\n",
    "        self.buffer[self.position] = (state, action, reward, next_state, done)\n",
    "        self.position = (self.position + 1) % self.capacity\n",
    "\n",
    "    def sample(self, batch_size):\n",
    "        batch = np.random.choice(len(self.buffer), batch_size, replace=False)\n",
    "        states, actions, rewards, next_states, dones = zip(*[self.buffer[idx] for idx in batch])\n",
    "        return (\n",
    "            torch.FloatTensor(states),\n",
    "            torch.LongTensor(actions),\n",
    "            torch.FloatTensor(rewards),\n",
    "            torch.FloatTensor(next_states),\n",
    "            torch.FloatTensor(dones)\n",
    "        )\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.buffer)\n",
    "\n",
    "\n",
    "# DQN 训练类\n",
    "class DQNAgent:\n",
    "    def __init__(\n",
    "            self,\n",
    "            state_dim,\n",
    "            action_dim,\n",
    "            gamma=0.99,\n",
    "            lr=0.001,\n",
    "            batch_size=64,\n",
    "            capacity=10000,\n",
    "            target_update_freq=100\n",
    "    ):\n",
    "        self.state_dim = state_dim\n",
    "        self.action_dim = action_dim\n",
    "        self.gamma = gamma\n",
    "        self.lr = lr\n",
    "        self.batch_size = batch_size\n",
    "        self.target_update_freq = target_update_freq\n",
    "\n",
    "        self.policy_net = DQN(state_dim, action_dim)\n",
    "        self.target_net = DQN(state_dim, action_dim)\n",
    "        self.target_net.load_state_dict(self.policy_net.state_dict())\n",
    "        self.target_net.eval()\n",
    "\n",
    "        self.optimizer = optim.Adam(self.policy_net.parameters(), lr=lr)\n",
    "        self.replay_buffer = ReplayBuffer(capacity)\n",
    "\n",
    "    def select_action(self, state, epsilon):\n",
    "        if np.random.random() > epsilon:\n",
    "            state = torch.FloatTensor(state).unsqueeze(0)\n",
    "            with torch.no_grad():\n",
    "                q_values = self.policy_net(state)\n",
    "                action = q_values.argmax().item()\n",
    "        else:\n",
    "            action = np.random.randint(0, self.action_dim)\n",
    "        return action\n",
    "\n",
    "    def update(self):\n",
    "        if len(self.replay_buffer) < self.batch_size:\n",
    "            return\n",
    "\n",
    "        states, actions, rewards, next_states, dones = self.replay_buffer.sample(self.batch_size)\n",
    "\n",
    "        q_values = self.policy_net(states).gather(1, actions.unsqueeze(1)).squeeze(1)\n",
    "\n",
    "        next_q_values = self.target_net(next_states).max(1)[0].detach()\n",
    "        target_q_values = rewards + self.gamma * next_q_values * (1 - dones)\n",
    "\n",
    "        loss = F.mse_loss(q_values, target_q_values)\n",
    "\n",
    "        self.optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "        self.optimizer.step()\n",
    "\n",
    "    def update_target_network(self):\n",
    "        self.target_net.load_state_dict(self.policy_net.state_dict())\n",
    "\n",
    "\n",
    "# 训练函数\n",
    "def train(env, agent, episodes=1000, epsilon_start=1.0, epsilon_end=0.01, epsilon_decay=0.995):\n",
    "    rewards = []\n",
    "    epsilon = epsilon_start\n",
    "\n",
    "    for episode in range(episodes):\n",
    "        state = env.reset()\n",
    "        episode_reward = 0\n",
    "        done = False\n",
    "\n",
    "        while not done:\n",
    "            action = agent.select_action(state, epsilon)\n",
    "            next_state, reward, done, _ = env.step(action)\n",
    "            agent.replay_buffer.push(state, action, reward, next_state, done)\n",
    "            agent.update()\n",
    "\n",
    "            state = next_state\n",
    "            episode_reward += reward\n",
    "\n",
    "        rewards.append(episode_reward)\n",
    "        epsilon = max(epsilon_end, epsilon * epsilon_decay)\n",
    "\n",
    "        if episode % agent.target_update_freq == 0:\n",
    "            agent.update_target_network()\n",
    "\n",
    "        if episode % 100 == 0:\n",
    "            print(f\"Episode {episode}: Reward = {episode_reward}, Epsilon = {epsilon:.2f}\")\n",
    "\n",
    "    return rewards\n",
    "\n",
    "\n",
    "# 主程序\n",
    "if __name__ == \"__main__\":\n",
    "    env = gym.make('MountainCar-v0')\n",
    "    state_dim = env.observation_space.shape[0]\n",
    "    action_dim = env.action_space.n\n",
    "\n",
    "    agent = DQNAgent(state_dim, action_dim)\n",
    "    rewards = train(env, agent)\n",
    "\n",
    "    plt.plot(rewards)\n",
    "    plt.xlabel('Episode')\n",
    "    plt.ylabel('Reward')\n",
    "    plt.title('DQN Training Rewards on MountainCar-v0')\n",
    "    plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87a02ba6",
   "metadata": {},
   "source": [
    "import gym\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "import torch.nn.functional as F\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "# DQN 网络定义\n",
    "class DQN(nn.Module):\n",
    "    def __init__(self, state_dim, action_dim):\n",
    "        super(DQN, self).__init__()\n",
    "        self.fc1 = nn.Linear(state_dim, 64)\n",
    "        self.fc2 = nn.Linear(64, 64)\n",
    "        self.fc3 = nn.Linear(64, action_dim)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = F.relu(self.fc1(x))\n",
    "        x = F.relu(self.fc2(x))\n",
    "        return self.fc3(x)\n",
    "\n",
    "\n",
    "# 经验回放缓冲区\n",
    "class ReplayBuffer:\n",
    "    def __init__(self, capacity):\n",
    "        self.capacity = capacity\n",
    "        self.buffer = []\n",
    "        self.position = 0\n",
    "\n",
    "    def push(self, state, action, reward, next_state, done):\n",
    "        if len(self.buffer) < self.capacity:\n",
    "            self.buffer.append(None)\n",
    "        self.buffer[self.position] = (state, action, reward, next_state, done)\n",
    "        self.position = (self.position + 1) % self.capacity\n",
    "\n",
    "    def sample(self, batch_size):\n",
    "        batch = np.random.choice(len(self.buffer), batch_size, replace=False)\n",
    "        states, actions, rewards, next_states, dones = zip(*[self.buffer[idx] for idx in batch])\n",
    "        return (\n",
    "            torch.FloatTensor(states),\n",
    "            torch.LongTensor(actions),\n",
    "            torch.FloatTensor(rewards),\n",
    "            torch.FloatTensor(next_states),\n",
    "            torch.FloatTensor(dones)\n",
    "        )\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.buffer)\n",
    "\n",
    "\n",
    "# DQN 训练类\n",
    "class DQNAgent:\n",
    "    def __init__(\n",
    "            self,\n",
    "            state_dim,\n",
    "            action_dim,\n",
    "            gamma=0.99,\n",
    "            lr=0.001,\n",
    "            batch_size=64,\n",
    "            capacity=10000,\n",
    "            target_update_freq=100\n",
    "    ):\n",
    "        self.state_dim = state_dim\n",
    "        self.action_dim = action_dim\n",
    "        self.gamma = gamma\n",
    "        self.lr = lr\n",
    "        self.batch_size = batch_size\n",
    "        self.target_update_freq = target_update_freq\n",
    "\n",
    "        self.policy_net = DQN(state_dim, action_dim)\n",
    "        self.target_net = DQN(state_dim, action_dim)\n",
    "        self.target_net.load_state_dict(self.policy_net.state_dict())\n",
    "        self.target_net.eval()\n",
    "\n",
    "        self.optimizer = optim.Adam(self.policy_net.parameters(), lr=lr)\n",
    "        self.replay_buffer = ReplayBuffer(capacity)\n",
    "\n",
    "    def select_action(self, state, epsilon):\n",
    "        if np.random.random() > epsilon:\n",
    "            state = torch.FloatTensor(state).unsqueeze(0)\n",
    "            with torch.no_grad():\n",
    "                q_values = self.policy_net(state)\n",
    "                action = q_values.argmax().item()\n",
    "        else:\n",
    "            action = np.random.randint(0, self.action_dim)\n",
    "        return action\n",
    "\n",
    "    def update(self):\n",
    "        if len(self.replay_buffer) < self.batch_size:\n",
    "            return\n",
    "\n",
    "        states, actions, rewards, next_states, dones = self.replay_buffer.sample(self.batch_size)\n",
    "\n",
    "        q_values = self.policy_net(states).gather(1, actions.unsqueeze(1)).squeeze(1)\n",
    "\n",
    "        next_q_values = self.target_net(next_states).max(1)[0].detach()\n",
    "        target_q_values = rewards + self.gamma * next_q_values * (1 - dones)\n",
    "\n",
    "        loss = F.mse_loss(q_values, target_q_values)\n",
    "\n",
    "        self.optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "        self.optimizer.step()\n",
    "\n",
    "    def update_target_network(self):\n",
    "        self.target_net.load_state_dict(self.policy_net.state_dict())\n",
    "\n",
    "\n",
    "# 训练函数\n",
    "def train(env, agent, episodes=1000, epsilon_start=1.0, epsilon_end=0.01, epsilon_decay=0.995):\n",
    "    rewards = []\n",
    "    epsilon = epsilon_start\n",
    "\n",
    "    for episode in range(episodes):\n",
    "        state = env.reset()\n",
    "        episode_reward = 0\n",
    "        done = False\n",
    "\n",
    "        while not done:\n",
    "            action = agent.select_action(state, epsilon)\n",
    "            next_state, reward, done, _ = env.step(action)\n",
    "            agent.replay_buffer.push(state, action, reward, next_state, done)\n",
    "            agent.update()\n",
    "\n",
    "            state = next_state\n",
    "            episode_reward += reward\n",
    "\n",
    "        rewards.append(episode_reward)\n",
    "        epsilon = max(epsilon_end, epsilon * epsilon_decay)\n",
    "\n",
    "        if episode % agent.target_update_freq == 0:\n",
    "            agent.update_target_network()\n",
    "\n",
    "        if episode % 100 == 0:\n",
    "            print(f\"Episode {episode}: Reward = {episode_reward}, Epsilon = {epsilon:.2f}\")\n",
    "\n",
    "    return rewards\n",
    "\n",
    "\n",
    "# 主程序\n",
    "if __name__ == \"__main__\":\n",
    "    env = gym.make('MountainCar-v0')\n",
    "    state_dim = env.observation_space.shape[0]\n",
    "    action_dim = env.action_space.n\n",
    "\n",
    "    agent = DQNAgent(state_dim, action_dim)\n",
    "    rewards = train(env, agent)\n",
    "\n",
    "    plt.plot(rewards)\n",
    "    plt.xlabel('Episode')\n",
    "    plt.ylabel('Reward')\n",
    "    plt.title('DQN Training Rewards on MountainCar-v0')\n",
    "    plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5653bd1",
   "metadata": {},
   "source": [
    "## 提交形式"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f653821",
   "metadata": {},
   "source": [
    "* 提交notebook**原始文件**， 即以.ipynb为结尾的文件\n",
    "\n",
    "* 本次实验notebook的**pdf**\n",
    "\n",
    "\n",
    "* pdf转换方法：\n",
    "    1. 在当前页面浏览器右上角选择“打印...”\n",
    "    2. 目标打印机选择“另存为PDF”，布局选择“纵向”。然后查看预览效果，主要查看是否有代码内容显示不全，若无，则按“保存”即可，否则，继续选择下面的“缩放”，直到预览的结果满意为止，最后点击“保存”即可。"
   ]
  }
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